{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c88ae37710>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d1 = [0] * 1024\n",
    "d2 = [0] * 1024\n",
    "d3 = [0] * 1024\n",
    "d4 = [0] * 1024\n",
    "dsum = [0] * 1024 \n",
    "p1 = [0] * 1024 \n",
    "p2 = [0] * 1024 \n",
    "\n",
    "psi = 0.9\n",
    "a0 = 2.4\n",
    "a1 = 2\n",
    "a2 = 4\n",
    "s = 0.5\n",
    "\n",
    "wewe = [0+0j]*1024\n",
    "wewe[3] = 2\n",
    "wewe[8] = 4\n",
    "wewe[3 + 512] = 2\n",
    "wewe[8 + 512] = 4\n",
    "\n",
    "for tau in range(1024):\n",
    "    for i in range(1024):\n",
    "        d1[i] = a1 * math.cos(3 * 2 * math.pi * i / 1024)\n",
    "        d2[i] = a2 * math.cos(8 * 2 * math.pi * i / 1024 + psi)\n",
    "\n",
    "        d3[i] = s * a1 * math.cos(3 * 2 * math.pi * (i + tau) / 1024)\n",
    "        d4[i] = s * a2 * math.cos(8 * 2 * math.pi * (i + tau) / 1024 + psi)\n",
    "        dsum[i] = a0 + d1[i] + d2[i] + s * a0 + d3[i] + d4[i]\n",
    "        dsum[i] = dsum[i] ** 2\n",
    "\n",
    "    p1[tau] = np.sum(dsum) / 1024\n",
    "    p2[tau] = (a0 + s*a0)**2 + (a1**2 + a2**2 + (s*a1)**2 + (s*a2)**2)/2 + \\\n",
    "    a1*s*a1*math.cos(3 * 2 * math.pi * tau/1024) + a2*s*a2*math.cos(8 * 2 * math.pi * tau/1024)\n",
    "\n",
    "    #print(p1,p2)\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(p1)\n",
    "plt.plot(p2)\n",
    "pewe = np.fft.fft(wewe).real\n",
    "plt.plot(pewe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c88af0da58>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectralf = [0+0j]*1024\n",
    "spectralf1 = [0+0j]*1024\n",
    "wewe = [0+0j]*1024\n",
    "\n",
    "s = 80\n",
    "e = 90\n",
    "omiga = math.pi / (e - s + 1)\n",
    "for i in range(1024):\n",
    "    if s<=i<=e:\n",
    "        spectralf[i] = 1+0j\n",
    "        spectralf1[i] = -1j * spectralf[i]\n",
    "        wewe[i] = 0.5#0.5 * math.sin((i-s) * omiga)\n",
    "    if  1024 - e <=i<= 1024 - s:\n",
    "        spectralf[i] = 1+0j\n",
    "        spectralf1[i] = 1j * spectralf[i]\n",
    "        wewe[i] = 0.5#0.5 * math.sin((i-512-s) * omiga)\n",
    "        \n",
    "wwave = np.fft.ifft(spectralf)\n",
    "imagwwave = 1j * np.fft.ifft(spectralf1)\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(wwave.real)\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(np.abs(wwave.real + imagwwave ))\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(np.abs(np.fft.fft(wewe)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c88b64d2b0>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wave = [0]*1024\n",
    "wave11 = [0]*1024\n",
    "wave11[0] = 1\n",
    "wave[0] = 1\n",
    "for i in range(1,1024):\n",
    "    tt =4 * 2 * math.pi * i / 1024\n",
    "    wave[i] = math.sin(tt)/tt\n",
    "    wave11[i] = math.cos(tt*18.51)*wave[i]\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot([0]*1024)\n",
    "plt.plot(wave)\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot([0]*1024)\n",
    "plt.plot(wave11)\n",
    "i = int(1024/(4 * 2 ) )\n",
    "plt.plot([1]*i+[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1c88b908d68>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectralf = [0+0j]*1024\n",
    "cowave = [0]*1024\n",
    "P_wave = [0]*1024\n",
    "\n",
    "s = 100\n",
    "e = 110\n",
    "center = (s+e)/2\n",
    "delta = e-s\n",
    "omiga = math.pi / (e - s + 1)\n",
    "for i in range(1024):\n",
    "    if s<=i<=e:\n",
    "        spectralf[i] = 512+0j  #乘512是由于IFFT是以N*X(k)来作为频谱幅值来算的\n",
    "    if  1024 - e <=i<= 1024 - s:\n",
    "        spectralf[i] = 512+0j\n",
    "\n",
    "\n",
    "# spectralf = [0+0j]*1024\n",
    "# spectralf[1] = 1 + 0j\n",
    "# spectralf[1023] = 1 + 0j\n",
    "wwave = np.fft.ifft(spectralf)\n",
    "realwwave = np.real(wwave)\n",
    "for i in range(1024):\n",
    "    sumd = 0\n",
    "    for j in range(1024):\n",
    "        t = j + i\n",
    "        if t>1023:\n",
    "            t=t%1024\n",
    "        sumd = sumd + (realwwave[j] + realwwave[t])**2\n",
    "    cowave[i] = (2*math.pi/1024/2/math.pi)* sumd #这里积分只用了一个周期(0~2*pi/w) 所以要除以(2*pi/w - 0)\n",
    "    \n",
    "    tau = i % 512\n",
    "    if i>511:\n",
    "        tau = 512-tau #强制相移不超过半周期，超过相当于负相移\n",
    "    if tau>0:    \n",
    "        P_wave[i]=delta * (1 + \\\n",
    "                           math.cos(center * 2 * math.pi * tau/1024)* \\\n",
    "                           math.sin(delta * 2 * math.pi * tau/1024/2)/  \\\n",
    "                           (delta * 2 * math.pi * tau/1024/2) \\\n",
    "                          )\n",
    "\n",
    "P_wave[0] = 1\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(cowave)\n",
    "plt.plot(P_wave)\n",
    "i = int(2*1024/(delta * 2 ) )\n",
    "plt.plot([1*delta*2]*(i)+[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
